Content:Maximizing the Cooperative Influence Spread in a Social Network Oriented to Viral Marketing A Multi-Model Based Approach for Big Data Analytics: the Case on Education Grant Distribution Sentiment Target Extraction Based on CRFs with Multi-features for Chinese Microblog EMD-DSJoin: Efficient Similarity Join over Probabilistic Data Streams Based on Earth Mover’s Distance Sentiment Analysis on User Reviews through Lexicon and Rule-based Approach Social Link Prediction Based on the Nodes' Information Transfer An Improved ML-kNN Approach Based on Coupled Similarity A Novel Recommendation Method Based on User’s Interest and Heterogeneous Information Knee point-driven bottleneck detection algorithm for cloud service system Confirmatory Analysis on Influencing Factors When Mention Users in Twitter A stock recommendation strategy based on M-LDA model Short-term Forecasting and Application about Indoor Cooling Load Based on EDA-PSO-BP Algorithm Identifying Relevant Subgraphs in Large networks User-dependent Multi-relational Community Detection in Social Networks Compressing Streaming Graph Data Based on Triangulation Scene Classification in High Resolution Remotely Sensed Images based on PCANet Finding Top-k Places for Group Social Activities Temporal Spatial-Keyword Search On Databases Using SQL Features of Rumor Spreading on WeChat Moments Distance-Based Continuous Skylines On Geo-Textual Data Improving Urban Traffic Evacuation Capability in Emergency Response by Using Smart Phones Context Enhanced Keyword Extraction for Sparse Geo-entity Relation from Web Texts A Stacked Generalization Framework for City Traffic Related Geospatial Data Analysis Detection of Statistically Significant Bus Delay Aggregation by Spatial-Temporal Scanning Acquisition and Representation of Knowledge for Academic Field Using Learning Features to Find Similar Trajectories An Algorithm for Mining Moving Flock Patterns from Pedestrian Trajectories.This book constitutes the refereed proceedings of three workshops held at the 18th Asia-Pacific Web Conference, APWeb 2016, in Suzhou, China, in September 2016: the Second International Workshop on Web Data Mining and Applications, WDMA 2016, the First International Workshop on Graph Analytics and Query Processing, GAP 2016, and the First International Workshop on Spatial-temporal Data Management and Analytics, SDMA 2016. The 27 full papers included in this book were carefully reviewed and selected from 37 submissions. The goal of these workshops is to promote the new research directions and applications, especially on web data, graph data, and spatial-temporal data management and analytics. .